2020
Sven Groppe,
Emergent models, frameworks, and hardware technologies for Big data analytics, The Journal of Supercomputing , vol. 76, no. 3, pp. 1800-1827, 2020.
Emergent models, frameworks, and hardware technologies for Big data analytics, The Journal of Supercomputing , vol. 76, no. 3, pp. 1800-1827, 2020.
| File: | s11227-018-2277-x |
Peter
Poensgen, and
Ralf
Möller,
{Quasi-Convex Scoring Functions in Branch-and-Bound Ranked Search}, Open Journal of Databases (OJDB) , vol. 7, no. 1, pp. 1--11, 2020. RonPub.
{Quasi-Convex Scoring Functions in Branch-and-Bound Ranked Search}, Open Journal of Databases (OJDB) , vol. 7, no. 1, pp. 1--11, 2020. RonPub.
| File: | OJDB_2020v7i1n01_Poensgen.html |
| Bibtex: | @Article{OJDB_2020v7i1n01_Poensgen,
author = {Peter Poensgen and Ralf M{\"o}ller},
title = {{Quasi-Convex Scoring Functions in Branch-and-Bound Ranked Search}},
journal = {Open Journal of Databases (OJDB)},
issn = {2199-3459},
year = {2020},
volume = {7},
number = {1},
pages = {1--11},
url = {https://www.ronpub.com/ojdb/OJDB_2020v7i1n01_Poensgen.html},
publisher = {RonPub},
abstract = {For answering top-k queries in which attributes are aggregated to a scalar value for defining a ranking, usually the well-known branch-and-bound principle can be used for efficient query answering. Standard algorithms (e.g., Branch-and-Bound Ranked Search, BRS for short) require scoring functions to be monotone, such that a top-k ranking can be computed in sublinear time in the average case. If monotonicity cannot be guaranteed, efficient query answering algorithms are not known. To make branch-and-bound effective with descending or ascending rankings (maximum top-k or minimum top-k queries, respectively), BRS must be able to identify bounds for exploring search partitions, and only for monotonic ranking functions this is trivial. In this paper, we investigate the class of quasi-convex functions used for scoring objects, and we examine how bounds for exploring data partitions can correctly and efficiently be computed for quasi-convex functions in BRS for maximum top-k queries. Given that quasi-convex scoring functions can usefully be employed for ranking objects in a variety of applications, the mathematical findings presented in this paper are indeed significant for practical top-k query answering.}
} |
Tanya
Braun, and
Ralf
Möller,
Exploring Unknown Universes in Probabilistic Relational Models, in 9th International Workshop on Statistical Relational AI at the 34th AAAI Conference on Artificial Intelligence , Springer International Publishing, Feb.2020. pp. 91–-103.
Exploring Unknown Universes in Probabilistic Relational Models, in 9th International Workshop on Statistical Relational AI at the 34th AAAI Conference on Artificial Intelligence , Springer International Publishing, Feb.2020. pp. 91–-103.
| DOI: | https://doi.org/10.1007/978-3-030-35288-2_8 |
| ISBN: | 978-3-030-35288-2 |
| File: | 2001.02021 |
| Bibtex: | @inproceedings{BraMo20,
author = {Tanya Braun and Ralf M\"oller},
title = {{Exploring Unknown Universes in Probabilistic Relational Models}},
booktitle = {9th International Workshop on Statistical Relational AI at the 34th AAAI Conference on Artificial Intelligence},
year = {2020},
url = {https://arxiv.org/abs/2001.02021}
} |
Felix
Kuhr,
Magnus
Bender,
Tanya
Braun, and
Ralf
Möller,
Augmenting and Automating Corpus Enrichment, Int. J. Semantic Computing , vol. 14, no. 2, pp. 173--197, 2020.
Augmenting and Automating Corpus Enrichment, Int. J. Semantic Computing , vol. 14, no. 2, pp. 173--197, 2020.
| DOI: | 10.1142/S1793351X20400061 |
| File: | |
| Bibtex: | @article{KuhBeBrMo20c,
author={Felix Kuhr and Magnus Bender and Tanya Braun and Ralf M\"oller},
title={Augmenting and Automating Corpus Enrichment},
journal={Int. J. Semantic Computing},
volume={14},
number={2},
pages= {173--197},
year={2020},
doi = {https://dx.doi.org/10.1142/S1793351X20400061}
} |
Felix
Kuhr,
Magnus
Bender,
Tanya
Braun, and
Ralf
Möller,
Maintaining Topic Models for Growing Corpora, in Proceedings of the 14th IEEE International Conference on Semantic Computing (ICSC-20) , IEEE, 2020. pp. 451--458.
Maintaining Topic Models for Growing Corpora, in Proceedings of the 14th IEEE International Conference on Semantic Computing (ICSC-20) , IEEE, 2020. pp. 451--458.
| DOI: | 10.1109/ICSC.2020.00017 |
| File: | |
| Bibtex: | @INPROCEEDINGS{KuhBeBrMo20b,
author={Felix Kuhr and Magnus Bender and Tanya Braun and Ralf M\"oller},
title={{Maintaining Topic Models for Growing Corpora}},
booktitle={Proceedings of the 14th IEEE International Conference on Semantic Computing (ICSC-20)},
year={2020},
pages = {451--458},
publisher = {IEEE},
doi={https://doi.org/10.1109/ICSC.2020.00017},
ISSN={},
keywords={Topic Models;Machine Learning;Text Mining}
} |
Marcel
Gehrke,
Ralf
Möller, and
Tanya
Braun,
Taming Reasoning in Temporal Probabilistic Relational Models, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, Aug.2020. pp. 2592--2599.
Taming Reasoning in Temporal Probabilistic Relational Models, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, Aug.2020. pp. 2592--2599.
| DOI: | https://doi.org/10.3233/FAIA200395 |
| File: | 1911.07040 |
| Bibtex: | @inproceedings{GehMoBr20,
author = {Marcel Gehrke and Ralf M\"oller and Tanya Braun},
title = {{Taming Reasoning in Temporal Probabilistic Relational Models}},
booktitle = {Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020)},
year = {2020},
doi = {https://doi.org/10.3233/FAIA200395}
} |
Stefan
Lüdtke,
Marcel
Gehrke,
Tanya
Braun,
Ralf
Möller, and
Thomas
Kirste,
Lifted Marginal Filtering for Asymmetric Models by Clustering-based Merging, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, Aug.2020. pp. 2608--2615.
Lifted Marginal Filtering for Asymmetric Models by Clustering-based Merging, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, Aug.2020. pp. 2608--2615.
| DOI: | https://doi.org/10.3233/FAIA200397 |
| Bibtex: | @inproceedings{LueGeBrMoKi20,
author = {Stefan L\"udtke and Marcel Gehrke and Tanya Braun and Ralf M\"oller and Thomas Kirste},
title = {{Lifted Marginal Filtering for Asymmetric Models by Clustering-based Merging}},
booktitle = {Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020)},
year = {2020},
doi = {https://doi.org/10.3233/FAIA200397}
} |
Tanya
Braun, and
Ralf
Möller,
Lifting Queries for Lifted Inference, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, Aug.2020. pp. 2891--2892.
Lifting Queries for Lifted Inference, in Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020) , IOS Press, Aug.2020. pp. 2891--2892.
| DOI: | https://doi.org/10.3233/FAIA200439 |
| Bibtex: | @inproceedings{BraMo20a,
author = {Tanya Braun and Ralf M\"oller},
title = {{Lifting Queries for Lifted Inference}},
booktitle = {Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020)},
year = {2020},
doi = {https://doi.org/10.3233/FAIA200439}
} |
Felix
Kuhr, and
Özgür Lütfü
Özçep,
Theory Interpretations for Topic Models, in Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-20)} , 2020.
Theory Interpretations for Topic Models, in Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-20)} , 2020.
| DOI: | https://aaai.org/ocs/index.php/FLAIRS/FLAIRS20/paper/view/18412 |
| Bibtex: | @inproceedings{KuhOe20c,
Author = {Felix Kuhr and Özgür Lütfü Özcep},
Booktitle = {Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-20)}},
Title = {Theory Interpretations for Topic Models},
Year = {2020}
} |
Simon
Schiff, and
Özgür Lütfü
Özçep,
Bounded-Memory Criteria for Streams with Application Time, in Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-20)} , North Miami Beach, Florida, USA: {AAAI} Press, 2020. pp. 148--153.
Bounded-Memory Criteria for Streams with Application Time, in Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-20)} , North Miami Beach, Florida, USA: {AAAI} Press, 2020. pp. 148--153.
| File: | 18421 |
| Bibtex: | @inproceedings{SchOe20a,
Author = {Simon Schiff and Özgür Lütfü Özçep},
Booktitle = {Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-20)}},
Title = {Bounded-Memory Criteria for Streams with Application Time},
Year = {2020}
} |
[English]
Gerhard Satzger Lucas Baier,
Handling Concept Drifts in Regression Problems – the Error Intersection Approach, in Proceedings of 15th International Conference on Wirtschaftsinformatik, 2020, Potsdam, Germany , N. Gronau, M. Heine, H. Krasnova, K. Poustcchi, Eds. {GITO} Verlag, 2020.
Handling Concept Drifts in Regression Problems – the Error Intersection Approach, in Proceedings of 15th International Conference on Wirtschaftsinformatik, 2020, Potsdam, Germany , N. Gronau, M. Heine, H. Krasnova, K. Poustcchi, Eds. {GITO} Verlag, 2020.
| DOI: | https://publikationen.bibliothek.kit.edu/1000105012 |
| File: | |
| Bibtex: | @inproceedings{BaierHofmannKuehlMohrSatzger2020,
title = {Handling Concept Drifts in Regression Problems – the Error Intersection Approach},
language = {English},
booktitle = {Proceedings of 15th International Conference on Wirtschaftsinformatik, 2020, Potsdam, Germany},
author = {Lucas Baier, Marcel Hofmann, Niklas Kühl, Marisa Mohr, Gerhard Satzger},
year = {2020},
doi = {https://publikationen.bibliothek.kit.edu/1000105012}
} |
Karsten Keller Marisa Mohr,
New Approaches in Ordinal Pattern Representations for Multivariate Time Series, in Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference (FLAIRS-33) , North Miami Beach, Florida, USA, May 17-20, 2020: {AAAI} Press, 2020. pp. 124--129.
New Approaches in Ordinal Pattern Representations for Multivariate Time Series, in Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference (FLAIRS-33) , North Miami Beach, Florida, USA, May 17-20, 2020: {AAAI} Press, 2020. pp. 124--129.
| DOI: | https://www.aaai.org/ocs/index.php/FLAIRS/FLAIRS20/paper/view/18417/17531 |
| Bibtex: | @inproceedings{MohWilHarMoKe20,
Author = {Marisa Mohr, Florian Wilhelm, Mattis Hartwig, Ralf M{\"o}ller, Karsten Keller},
booktitle = {Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference (FLAIRS-33)},
year = {2020},
Title = {New Approaches in Ordinal Pattern Representations for Multivariate Time Series},
doi = {https://www.aaai.org/ocs/index.php/FLAIRS/FLAIRS20/paper/view/18417/17531}
} |
Ralf Möller Mattis Hartwig,
Constructing Gaussian Processes for Probabilistic Graphical Models, in Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-33)} , North Miami Beach, Florida, USA, May 17-20, 2020: AAAI, 2020. pp. 57--62.
Constructing Gaussian Processes for Probabilistic Graphical Models, in Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-33)} , North Miami Beach, Florida, USA, May 17-20, 2020: AAAI, 2020. pp. 57--62.
| DOI: | https://www.aaai.org/ocs/index.php/FLAIRS/FLAIRS20/paper/view/18407/17520 |
| Bibtex: | @inproceedings{HarMoMo20,
Author = {Mattis Hartwig, Marisa Mohr, Ralf M{\"o}ller},
Booktitle = {Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference {(FLAIRS-33)}},
Title = {Constructing Gaussian Processes for Probabilistic Graphical Models},
Year = {2020},
doi = {https://www.aaai.org/ocs/index.php/FLAIRS/FLAIRS20/paper/view/18407/17520}
} |
Özgür Lütfü
Özçep,
Mena
Leemhuis, and
Diedrich
Wolter,
Cone semantics for logics with negation, in Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, (IJCAI-20) , ijcai.org, 2020. pp. 1820--1826.
Cone semantics for logics with negation, in Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, (IJCAI-20) , ijcai.org, 2020. pp. 1820--1826.
| DOI: | 10.24963/ijcai.2020/252 |
| File: | 252 |
| Bibtex: | @inproceedings{oezcep20Cone,
Author = {{\"O}z{\c{c}}ep, {\"O}zg{\"u}r L{\"u}tf{\"u} and Leemhuis, Mena and Wolter, Diedrich},
Booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, {IJCAI-20}},
Date-Modified = {2020-05-05 17:51:59 +0200},
Keywords = {own,acceptedForPublication},
Title = {Cone semantics for logics with negation},
Year = {2020}} |
Mena
Leemhuis,
Özgür L.
Özçep, and
Diedrich
Wolter,
Multi-Label Learning with a Cone-Based Geometric Model, in Proceedings of the 25th International Conference on Conceptual Structures (ICCS 2020) , 2020.
Multi-Label Learning with a Cone-Based Geometric Model, in Proceedings of the 25th International Conference on Conceptual Structures (ICCS 2020) , 2020.
| DOI: | 10.1007/978-3-030-57855-8_13 |
| Bibtex: | @inproceedings{leemhuis20multi-label,
Author = {Mena Leemhuis and \"Ozg\"ur L. {\"O}z\c{c}ep and Diedrich Wolter},
Booktitle = {Proceedings of the 25th International Conference on Conceptual Structures (ICCS 2020)},
Keywords = {own,acceptedForPublication},
Title = {Multi-Label Learning with a Cone-Based Geometric Model},
Year = {2020}} |
Diedrich Wolter,
Handbuch der K{\"u}nstlichen Intelligenz, De Gruyter, 2020, pp. 101--142.
Handbuch der K{\"u}nstlichen Intelligenz, De Gruyter, 2020, pp. 101--142.
| DOI: | https://doi.org/10.1515/9783110659948-004 |
| Bibtex: | @inbook{wolter20kihandbuch,
Author = {Diedrich Wolter and \"Ozg\"ur L. {\"O}z\c{c}ep},
Title = {Handbuch der K{\"u}nstlichen Intelligenz},
Chapter = {Kapitel 4: Wissen {\"u}ber Raum und Zeit}
Year = {2020},
Pages = {101--142},
Publisher = {De Gruyter},
DOI = {https://doi.org/10.1515/9783110659948-004},
Keywords = {invitedContribution}
} |
Tristan
Potten, and
Tanya
Braun,
{Benchmarking Inference Algorithms for Probabilistic Relational Models}, in ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures , 2020.
{Benchmarking Inference Algorithms for Probabilistic Relational Models}, in ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures , 2020.
| DOI: | https://doi.org/10.1007/978-3-030-57855-8_15 |
| Bibtex: | @inproceedings{PotBr20,
author = {Tristan Potten and Tanya Braun},
title = {{Benchmarking Inference Algorithms for Probabilistic Relational Models}},
booktitle = {ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures},
year = {2020},
doi = {https://doi.org/10.1007/978-3-030-57855-8_15}
} |
Marcel
Gehrke,
Tanya
Braun, and
Simon
Polovina,
Restricting the Maximum Number of Actions for Decision Support under Uncertainty, in Proceedings of the 25th International Conference on Conceptual Structures (ICCS 2020) , Sep.2020.
Restricting the Maximum Number of Actions for Decision Support under Uncertainty, in Proceedings of the 25th International Conference on Conceptual Structures (ICCS 2020) , Sep.2020.
| DOI: | https://doi.org/10.1007/978-3-030-57855-8_11 |
| Bibtex: | @inproceedings{GehBrPo20,
author = {Marcel Gehrke and Tanya Braun and Simon Polovina},
title = {{Restricting the Maximum Number of Actions for Decision Support under Uncertainty}},
booktitle = {Proceedings of the 25th International Conference on Conceptual Structures (ICCS 2020)},
year = {2020},
doi = {https://doi.org/10.1007/978-3-030-57855-8_11}
} |
[English]
Matthias Richter Marisa Mohr,
Towards Collaborative Predictive Maintenance Leveraging Private Cross-Company Data, in Lecture Notes in Informatics , Ralf H. Reussner, Anne Koziolek, Robert Heinrich, Eds. Bonn: Gesellschaft für Informatik e.V., 2020. pp. 427-432 .
Towards Collaborative Predictive Maintenance Leveraging Private Cross-Company Data, in Lecture Notes in Informatics , Ralf H. Reussner, Anne Koziolek, Robert Heinrich, Eds. Bonn: Gesellschaft für Informatik e.V., 2020. pp. 427-432 .
| DOI: | 10.18420/inf2020_39 |
| Bibtex: | @inproceedings{MohrBeckerMöllerRichter2020,
title = {Towards Collaborative Predictive Maintenance Leveraging Private Cross-Company Data},
language = {English},
booktitle = {Lecture Notes in Informatics},
author = {Marisa Mohr, Christian Becker, Ralf Möller, Matthias Richter},
volume = {307},
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn},
year = {2020}
} |
[English]
Ralf Möller Nils Finke,
Investigating Matureness of Probabilistic Graphical Models for Dry-Bulk Shipping, in Proceedings of Machine Learning Research , Manfred Jaeger and Thomas Dyhre Nielsen, Eds. PMLR, Sep.2020. pp. 197--208.
Investigating Matureness of Probabilistic Graphical Models for Dry-Bulk Shipping, in Proceedings of Machine Learning Research , Manfred Jaeger and Thomas Dyhre Nielsen, Eds. PMLR, Sep.2020. pp. 197--208.
| DOI: | http://proceedings.mlr.press/v138/finke20a.html |
| Bibtex: | @inproceedings{FiGeBrPoMo2020,
title = {Investigating Matureness of Probabilistic Graphical Models for Dry-Bulk Shipping},
language = {English},
booktitle = {Proceedings of Machine Learning Research},
author = {Nils Finke, Marcel Gehrke, Tanya Braun, Tristan Potten, Ralf Möller},
year = {2020}
} |
Tanya Braun,
{Rescued from a Sea of Queries: Exact Inference in Probabilistic Relational Models}, University of L"ubeck, 2020.
{Rescued from a Sea of Queries: Exact Inference in Probabilistic Relational Models}, University of L"ubeck, 2020.
Mehwish
Alam,
Tanya
Braun, and
Bruno Yun
(Eds.),
ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures., .... Springer, 2020.
ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures., .... Springer, 2020.
| DOI: | https://doi.org/10.1007/978-3-030-57855-8 |
| Bibtex: | @book{AlaBrYu20,
author = {Mehwish Alam and Tanya Braun and Bruno Yun (Eds.)},
title = {ICCS-20 Proceedings of the 25th International Conference on Conceptual Structures},
year = {2020},
publisher = {Springer},
doi = {https://doi.org/10.1007/978-3-030-57855-8}
} |
G"unther
G"orz,
Tanya
Braun, and
Ute Schmid
(Eds.),
{Handbuch der Künstlichen Intelligenz, 6. Auflage}., .... De Gruyter, 2020.
{Handbuch der Künstlichen Intelligenz, 6. Auflage}., .... De Gruyter, 2020.
| Bibtex: | @book{GoeBrSc20,
author = "G\"unther G\"orz and Tanya Braun and Ute Schmid (Eds.)",
title = "{Handbuch der Künstlichen Intelligenz, 6. Auflage}",
year = "2020",
publisher = "De Gruyter"
} |
G"unther
G"orz,
Tanya
Braun, and
Ute Schmid
(Eds.),
{Handbuch der K"unstlichen Intelligenz, 6. Auflage}., .... De Gruyter, 2020.
{Handbuch der K"unstlichen Intelligenz, 6. Auflage}., .... De Gruyter, 2020.
| File: | 558044 |
| Bibtex: | @book{GoeBrSc20,
author = "G\"unther G\"orz and Tanya Braun and Ute Schmid (Eds.)",
title = "{Handbuch der K\"unstlichen Intelligenz, 6. Auflage}",
year = "2020",
publisher = "De Gruyter",
url = {https://www.degruyter.com/view/title/558044?rskey=Yc1Ty5}
} |
Simon
Schiff,
Felix
Kuhr,
Sylvia
Melzer, and
Ralf
Möller,
AI-based Companion Services for Humanities, in AI methods for digital heritage, Workshop at 43rd German Conference on Artificial Intelligence , 2020.
AI-based Companion Services for Humanities, in AI methods for digital heritage, Workshop at 43rd German Conference on Artificial Intelligence , 2020.

